Describe how data mining can help company

Assignment Help Basic Computer Science

Reference no: EM132662931

Question 1

Suppose that you are employed as a data mining consultant for an Internet search engine company. Describe how data mining can help the company by giving specific examples of how techniques, such as clustering, classification, association rule mining, and anomaly detection can be applied.

Question 2

Identify at least two advantages and two disadvantages of using color to visually represent information.

Question 3

Consider the XOR problem where there are four training points: (1, 1, -),(1, 0, +),(0, 1, +),(0, 0, -). Transform the data into the following feature space:

Φ = (1, √ 2x1, √ 2x2, √ 2x1x2, x2 1, x2 2).

Find the maximum margin linear decision boundary in the transformed space.

Question 4

Consider the following set of candidate 3-itemsets: {1, 2, 3}, {1, 2, 6}, {1, 3, 4}, {2, 3, 4}, {2, 4, 5}, {3, 4, 6}, {4, 5, 6}

Construct a hash tree for the above candidate 3-itemsets. Assume the tree uses a hash function where all odd-numbered items are hashed to the left child of a node, while the even-numbered items are hashed to the right child. A candidate k-itemset is inserted into the tree by hashing on each successive item in the candidate and then following the appropriate branch of the tree according to the hash value. Once a leaf node is reached, the candidate is inserted based on one of the following conditions:

Condition 1: If the depth of the leaf node is equal to k (the root is assumed to be at depth 0), then the candidate is inserted regardless of the number of itemsets already stored at the node.

Condition 2: If the depth of the leaf node is less than k, then the candidate can be inserted as long as the number of itemsets stored at the node is less than maxsize. Assume maxsize = 2 for this question.

Condition 3: If the depth of the leaf node is less than k and the number of itemsets stored at the node is equal to maxsize, then the leaf node is converted into an internal node. New leaf nodes are created as children of the old leaf node. Candidate itemsets previously stored in the old leaf node are distributed to the children based on their hash values. The new candidate is also hashed to its appropriate leaf node.

How many leaf nodes are there in the candidate hash tree? How many internal nodes are there?

Consider a transaction that contains the following items: {1, 2, 3, 5, 6}. Using the hash tree constructed in part (a), which leaf nodes will be checked against the transaction? What are the candidate 3-itemsets contained in the transaction?

Question 5

Consider a group of documents that has been selected from a much larger set of diverse documents so that the selected documents are as dissimilar from one another as possible. If we consider documents that are not highly related (connected, similar) to one another as being anomalous, then all of the documents that we have selected might be classified as anomalies. Is it possible for a data set to consist only of anomalous objects or is this an abuse of the terminology?

Reference no: EM132662931

Questions Cloud

Complexity of information systems research : This journal article was focused on the Complexity of Information Systems Research in the Digital World.

Designing your network security strategy : Describe the CIA triad and the defense in depth principle? Why are those concepts important when designing your network security strategy?

Cloud computing are worth threats and vulnerabilities : Do you feel the benefits of cloud computing are worth the threats and vulnerabilities?

What data or information was impacted : Describe the incident. What data or information was impacted? How can the organization be better postured for future attacks?

Describe how data mining can help company : Describe how data mining can help the company by giving specific examples of how techniques, such as clustering, classification, association rule mining,

Tools of documentation within business processes : We discuss some key terms in business. Please define what a business process is and note the tools of documentation within business processes

Creating vision usually involves trying to change others : Creating a vision usually involves trying to change others by persuading them to accept different values and different ways of doing things.

Lewis Model-How can my communication style : Where do I fit into the Lewis Model? How can my communication style, according to this model, benefit an organization?

Sarah actions strike you as unethical : While reading the case, did any of Jack or Sarah's actions strike you as unethical?

User Account

All Pages